Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 113 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 17.3 KiB |
| Average record size in memory | 156.9 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 2 |
lenght_of_stay is highly overall correlated with infection_risk and 4 other fields | High correlation |
infection_risk is highly overall correlated with lenght_of_stay and 1 other fields | High correlation |
routine_culturing_ratio is highly overall correlated with infection_risk | High correlation |
num_beds is highly overall correlated with lenght_of_stay and 7 other fields | High correlation |
avg_census is highly overall correlated with lenght_of_stay and 7 other fields | High correlation |
num_nurses is highly overall correlated with num_beds and 6 other fields | High correlation |
avelbl_services is highly overall correlated with num_beds and 6 other fields | High correlation |
ln_num_beds is highly overall correlated with lenght_of_stay and 6 other fields | High correlation |
ln_avg_census is highly overall correlated with lenght_of_stay and 7 other fields | High correlation |
ln_num_nurses is highly overall correlated with num_beds and 6 other fields | High correlation |
med_school_affil is highly overall correlated with num_beds and 5 other fields | High correlation |
Reproduction
| Analysis started | 2023-11-10 17:45:46.433508 |
|---|---|
| Analysis finished | 2023-11-10 17:46:11.403709 |
| Duration | 24.97 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
lenght_of_stay
Real number (ℝ)
HIGH CORRELATION
| Distinct | 103 |
|---|---|
| Distinct (%) | 91.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.6483186 |
| Minimum | 6.7 |
|---|---|
| Maximum | 19.56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 6.7 |
|---|---|
| 5-th percentile | 7.29 |
| Q1 | 8.34 |
| median | 9.42 |
| Q3 | 10.47 |
| 95-th percentile | 12.034 |
| Maximum | 19.56 |
| Range | 12.86 |
| Interquartile range (IQR) | 2.13 |
Descriptive statistics
| Standard deviation | 1.911456 |
|---|---|
| Coefficient of variation (CV) | 0.19811286 |
| Kurtosis | 8.0774899 |
| Mean | 9.6483186 |
| Median Absolute Deviation (MAD) | 1.08 |
| Skewness | 2.0689174 |
| Sum | 1090.26 |
| Variance | 3.6536641 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.14 | 3 | 2.7% |
| 9.89 | 2 | 1.8% |
| 9.84 | 2 | 1.8% |
| 8.28 | 2 | 1.8% |
| 11.2 | 2 | 1.8% |
| 9.76 | 2 | 1.8% |
| 11.18 | 2 | 1.8% |
| 8.88 | 2 | 1.8% |
| 11.41 | 2 | 1.8% |
| 8.45 | 1 | 0.9% |
| Other values (93) | 93 |
| Value | Count | Frequency (%) |
| 6.7 | 1 | 0.9% |
| 7.08 | 1 | 0.9% |
| 7.13 | 1 | 0.9% |
| 7.14 | 3 | |
| 7.39 | 1 | 0.9% |
| 7.53 | 1 | 0.9% |
| 7.58 | 1 | 0.9% |
| 7.63 | 1 | 0.9% |
| 7.65 | 1 | 0.9% |
| 7.67 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 19.56 | 1 | |
| 17.94 | 1 | |
| 13.95 | 1 | |
| 13.59 | 1 | |
| 12.78 | 1 | |
| 12.07 | 1 | |
| 12.01 | 1 | |
| 11.8 | 1 | |
| 11.77 | 1 | |
| 11.65 | 1 |
age
Real number (ℝ)
| Distinct | 79 |
|---|---|
| Distinct (%) | 69.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.231858 |
| Minimum | 38.8 |
|---|---|
| Maximum | 65.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 38.8 |
|---|---|
| 5-th percentile | 45.38 |
| Q1 | 50.9 |
| median | 53.2 |
| Q3 | 56.2 |
| 95-th percentile | 60.3 |
| Maximum | 65.9 |
| Range | 27.1 |
| Interquartile range (IQR) | 5.3 |
Descriptive statistics
| Standard deviation | 4.4616074 |
|---|---|
| Coefficient of variation (CV) | 0.083814608 |
| Kurtosis | 1.0663988 |
| Mean | 53.231858 |
| Median Absolute Deviation (MAD) | 2.6 |
| Skewness | -0.10398229 |
| Sum | 6015.2 |
| Variance | 19.90594 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53.2 | 4 | 3.5% |
| 56.9 | 4 | 3.5% |
| 52.8 | 4 | 3.5% |
| 51.7 | 3 | 2.7% |
| 52.1 | 3 | 2.7% |
| 53.8 | 3 | 2.7% |
| 49.5 | 3 | 2.7% |
| 50.6 | 2 | 1.8% |
| 51.5 | 2 | 1.8% |
| 55.8 | 2 | 1.8% |
| Other values (69) | 83 |
| Value | Count | Frequency (%) |
| 38.8 | 1 | |
| 42 | 1 | |
| 43.7 | 1 | |
| 44.2 | 1 | |
| 45 | 1 | |
| 45.2 | 1 | |
| 45.5 | 1 | |
| 45.7 | 1 | |
| 47.1 | 1 | |
| 47.2 | 1 |
| Value | Count | Frequency (%) |
| 65.9 | 1 | |
| 64.1 | 1 | |
| 63.9 | 1 | |
| 62.2 | 1 | |
| 61.1 | 1 | |
| 60.9 | 1 | |
| 59.9 | 1 | |
| 59.6 | 1 | |
| 59.5 | 1 | |
| 59 | 1 |
infection_risk
Real number (ℝ)
HIGH CORRELATION
| Distinct | 50 |
|---|---|
| Distinct (%) | 44.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3548673 |
| Minimum | 1.3 |
|---|---|
| Maximum | 7.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 1.3 |
|---|---|
| 5-th percentile | 1.92 |
| Q1 | 3.7 |
| median | 4.4 |
| Q3 | 5.2 |
| 95-th percentile | 6.34 |
| Maximum | 7.8 |
| Range | 6.5 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.340908 |
|---|---|
| Coefficient of variation (CV) | 0.30791018 |
| Kurtosis | 0.18235534 |
| Mean | 4.3548673 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | -0.11975812 |
| Sum | 492.1 |
| Variance | 1.7980341 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.5 | 7 | 6.2% |
| 4.3 | 7 | 6.2% |
| 2.9 | 5 | 4.4% |
| 4.4 | 5 | 4.4% |
| 4.2 | 5 | 4.4% |
| 4.1 | 4 | 3.5% |
| 3.7 | 4 | 3.5% |
| 4.8 | 4 | 3.5% |
| 5.5 | 4 | 3.5% |
| 5 | 4 | 3.5% |
| Other values (40) | 64 |
| Value | Count | Frequency (%) |
| 1.3 | 2 | |
| 1.4 | 1 | |
| 1.6 | 1 | |
| 1.7 | 1 | |
| 1.8 | 1 | |
| 2 | 2 | |
| 2.1 | 1 | |
| 2.3 | 1 | |
| 2.5 | 1 | |
| 2.6 | 1 |
| Value | Count | Frequency (%) |
| 7.8 | 1 | |
| 7.7 | 1 | |
| 7.6 | 1 | |
| 6.6 | 1 | |
| 6.5 | 1 | |
| 6.4 | 1 | |
| 6.3 | 2 | |
| 6.2 | 1 | |
| 6.1 | 1 | |
| 5.9 | 1 |
routine_culturing_ratio
Real number (ℝ)
HIGH CORRELATION
| Distinct | 96 |
|---|---|
| Distinct (%) | 85.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.79292 |
| Minimum | 1.6 |
|---|---|
| Maximum | 60.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 1.6 |
|---|---|
| 5-th percentile | 3.32 |
| Q1 | 8.4 |
| median | 14.1 |
| Q3 | 20.3 |
| 95-th percentile | 35.22 |
| Maximum | 60.5 |
| Range | 58.9 |
| Interquartile range (IQR) | 11.9 |
Descriptive statistics
| Standard deviation | 10.234707 |
|---|---|
| Coefficient of variation (CV) | 0.64805667 |
| Kurtosis | 3.9665355 |
| Mean | 15.79292 |
| Median Absolute Deviation (MAD) | 5.8 |
| Skewness | 1.6101772 |
| Sum | 1784.6 |
| Variance | 104.74924 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.9 | 3 | 2.7% |
| 11.6 | 2 | 1.8% |
| 14.6 | 2 | 1.8% |
| 15.6 | 2 | 1.8% |
| 3.8 | 2 | 1.8% |
| 9.9 | 2 | 1.8% |
| 8.4 | 2 | 1.8% |
| 12.3 | 2 | 1.8% |
| 6.2 | 2 | 1.8% |
| 17.7 | 2 | 1.8% |
| Other values (86) | 92 |
| Value | Count | Frequency (%) |
| 1.6 | 1 | |
| 1.9 | 1 | |
| 2.2 | 1 | |
| 2.5 | 1 | |
| 2.6 | 2 | |
| 3.8 | 2 | |
| 4.1 | 1 | |
| 4.6 | 1 | |
| 5.2 | 1 | |
| 5.7 | 1 |
| Value | Count | Frequency (%) |
| 60.5 | 1 | |
| 52.4 | 1 | |
| 46 | 1 | |
| 42 | 1 | |
| 36.7 | 1 | |
| 36.3 | 1 | |
| 34.5 | 1 | |
| 30.2 | 1 | |
| 29.6 | 1 | |
| 28.5 | 1 |
routine_xray_ratio
Real number (ℝ)
| Distinct | 104 |
|---|---|
| Distinct (%) | 92.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.628319 |
| Minimum | 39.6 |
|---|---|
| Maximum | 133.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 39.6 |
|---|---|
| 5-th percentile | 49.7 |
| Q1 | 69.5 |
| median | 82.3 |
| Q3 | 94.1 |
| 95-th percentile | 113.34 |
| Maximum | 133.5 |
| Range | 93.9 |
| Interquartile range (IQR) | 24.6 |
Descriptive statistics
| Standard deviation | 19.363826 |
|---|---|
| Coefficient of variation (CV) | 0.23721947 |
| Kurtosis | -0.23906704 |
| Mean | 81.628319 |
| Median Absolute Deviation (MAD) | 12.8 |
| Skewness | 0.0078777446 |
| Sum | 9224 |
| Variance | 374.95776 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 59.2 | 2 | 1.8% |
| 65.7 | 2 | 1.8% |
| 88.9 | 2 | 1.8% |
| 79.8 | 2 | 1.8% |
| 86.9 | 2 | 1.8% |
| 79.5 | 2 | 1.8% |
| 95.9 | 2 | 1.8% |
| 116.9 | 2 | 1.8% |
| 87.5 | 2 | 1.8% |
| 88.4 | 1 | 0.9% |
| Other values (94) | 94 |
| Value | Count | Frequency (%) |
| 39.6 | 1 | |
| 40.4 | 1 | |
| 42.6 | 1 | |
| 45.7 | 1 | |
| 46.5 | 1 | |
| 47 | 1 | |
| 51.5 | 1 | |
| 51.7 | 1 | |
| 54.9 | 1 | |
| 55.9 | 1 |
| Value | Count | Frequency (%) |
| 133.5 | 1 | |
| 122.8 | 1 | |
| 122 | 1 | |
| 116.9 | 2 | |
| 113.7 | 1 | |
| 113.1 | 1 | |
| 112.6 | 1 | |
| 111.7 | 1 | |
| 108.7 | 1 | |
| 105.3 | 1 |
num_beds
Real number (ℝ)
HIGH CORRELATION
| Distinct | 98 |
|---|---|
| Distinct (%) | 86.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 252.16814 |
| Minimum | 29 |
|---|---|
| Maximum | 835 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 29 |
|---|---|
| 5-th percentile | 69.2 |
| Q1 | 106 |
| median | 186 |
| Q3 | 312 |
| 95-th percentile | 628 |
| Maximum | 835 |
| Range | 806 |
| Interquartile range (IQR) | 206 |
Descriptive statistics
| Standard deviation | 192.84269 |
|---|---|
| Coefficient of variation (CV) | 0.7647385 |
| Kurtosis | 1.2814702 |
| Mean | 252.16814 |
| Median Absolute Deviation (MAD) | 94 |
| Skewness | 1.3786163 |
| Sum | 28495 |
| Variance | 37188.302 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 298 | 3 | 2.7% |
| 195 | 3 | 2.7% |
| 98 | 2 | 1.8% |
| 167 | 2 | 1.8% |
| 318 | 2 | 1.8% |
| 92 | 2 | 1.8% |
| 95 | 2 | 1.8% |
| 130 | 2 | 1.8% |
| 115 | 2 | 1.8% |
| 72 | 2 | 1.8% |
| Other values (88) | 91 |
| Value | Count | Frequency (%) |
| 29 | 1 | |
| 52 | 1 | |
| 56 | 1 | |
| 60 | 1 | |
| 64 | 1 | |
| 68 | 1 | |
| 70 | 1 | |
| 72 | 2 | |
| 73 | 1 | |
| 76 | 2 |
| Value | Count | Frequency (%) |
| 835 | 1 | |
| 833 | 1 | |
| 831 | 1 | |
| 768 | 1 | |
| 752 | 1 | |
| 640 | 1 | |
| 620 | 1 | |
| 600 | 1 | |
| 595 | 1 | |
| 593 | 1 |
med_school_affil
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 113 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 96 | |
| 1 | 17 | 15.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 96 | |
| 1 | 17 | 15.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 96 | |
| 1 | 17 | 15.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 113 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 96 | |
| 1 | 17 | 15.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 113 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 96 | |
| 1 | 17 | 15.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 113 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 96 | |
| 1 | 17 | 15.0% |
region
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.8 KiB |
| 3 | |
|---|---|
| 2 | |
| 1 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 113 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 4 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 37 | |
| 2 | 32 | |
| 1 | 28 | |
| 4 | 16 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 37 | |
| 2 | 32 | |
| 1 | 28 | |
| 4 | 16 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 37 | |
| 2 | 32 | |
| 1 | 28 | |
| 4 | 16 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 113 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 37 | |
| 2 | 32 | |
| 1 | 28 | |
| 4 | 16 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 113 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 37 | |
| 2 | 32 | |
| 1 | 28 | |
| 4 | 16 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 113 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 37 | |
| 2 | 32 | |
| 1 | 28 | |
| 4 | 16 |
avg_census
Real number (ℝ)
HIGH CORRELATION
| Distinct | 96 |
|---|---|
| Distinct (%) | 85.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 191.37168 |
| Minimum | 20 |
|---|---|
| Maximum | 791 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 68 |
| median | 143 |
| Q3 | 252 |
| 95-th percentile | 499.2 |
| Maximum | 791 |
| Range | 771 |
| Interquartile range (IQR) | 184 |
Descriptive statistics
| Standard deviation | 153.75956 |
|---|---|
| Coefficient of variation (CV) | 0.80346038 |
| Kurtosis | 1.730374 |
| Mean | 191.37168 |
| Median Absolute Deviation (MAD) | 84 |
| Skewness | 1.3793894 |
| Sum | 21625 |
| Variance | 23642.003 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 113 | 3 | 2.7% |
| 59 | 3 | 2.7% |
| 207 | 2 | 1.8% |
| 37 | 2 | 1.8% |
| 51 | 2 | 1.8% |
| 65 | 2 | 1.8% |
| 90 | 2 | 1.8% |
| 69 | 2 | 1.8% |
| 217 | 2 | 1.8% |
| 127 | 2 | 1.8% |
| Other values (86) | 91 |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 37 | 2 | |
| 38 | 1 | |
| 39 | 1 | |
| 40 | 2 | |
| 42 | 1 | |
| 44 | 1 | |
| 47 | 2 | |
| 49 | 1 | |
| 50 | 1 |
| Value | Count | Frequency (%) |
| 791 | 1 | |
| 595 | 1 | |
| 591 | 1 | |
| 581 | 1 | |
| 547 | 1 | |
| 546 | 1 | |
| 468 | 1 | |
| 452 | 1 | |
| 446 | 1 | |
| 441 | 1 |
num_nurses
Real number (ℝ)
HIGH CORRELATION
| Distinct | 97 |
|---|---|
| Distinct (%) | 85.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 173.24779 |
| Minimum | 14 |
|---|---|
| Maximum | 656 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 66 |
| median | 132 |
| Q3 | 218 |
| 95-th percentile | 455.2 |
| Maximum | 656 |
| Range | 642 |
| Interquartile range (IQR) | 152 |
Descriptive statistics
| Standard deviation | 139.26539 |
|---|---|
| Coefficient of variation (CV) | 0.8038509 |
| Kurtosis | 1.5535566 |
| Mean | 173.24779 |
| Median Absolute Deviation (MAD) | 70 |
| Skewness | 1.378771 |
| Sum | 19577 |
| Variance | 19394.849 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 35 | 3 | 2.7% |
| 55 | 2 | 1.8% |
| 335 | 2 | 1.8% |
| 172 | 2 | 1.8% |
| 182 | 2 | 1.8% |
| 56 | 2 | 1.8% |
| 49 | 2 | 1.8% |
| 73 | 2 | 1.8% |
| 112 | 2 | 1.8% |
| 79 | 2 | 1.8% |
| Other values (87) | 92 |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.9% |
| 19 | 1 | 0.9% |
| 21 | 1 | 0.9% |
| 22 | 1 | 0.9% |
| 32 | 1 | 0.9% |
| 35 | 3 | |
| 38 | 1 | 0.9% |
| 42 | 1 | 0.9% |
| 44 | 1 | 0.9% |
| 45 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 656 | 1 | |
| 629 | 1 | |
| 528 | 1 | |
| 519 | 1 | |
| 497 | 1 | |
| 469 | 1 | |
| 446 | 1 | |
| 436 | 1 | |
| 420 | 1 | |
| 407 | 1 |
avelbl_services
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.159292 |
| Minimum | 5.7 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 5.7 |
|---|---|
| 5-th percentile | 21.74 |
| Q1 | 31.4 |
| median | 42.9 |
| Q3 | 54.3 |
| 95-th percentile | 68.6 |
| Maximum | 80 |
| Range | 74.3 |
| Interquartile range (IQR) | 22.9 |
Descriptive statistics
| Standard deviation | 15.200861 |
|---|---|
| Coefficient of variation (CV) | 0.35220368 |
| Kurtosis | -0.41828308 |
| Mean | 43.159292 |
| Median Absolute Deviation (MAD) | 11.4 |
| Skewness | 0.074180828 |
| Sum | 4877 |
| Variance | 231.06619 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 45.7 | 10 | 8.8% |
| 37.1 | 9 | 8.0% |
| 48.6 | 8 | 7.1% |
| 51.4 | 8 | 7.1% |
| 40 | 8 | 7.1% |
| 22.9 | 7 | 6.2% |
| 57.1 | 7 | 6.2% |
| 34.3 | 7 | 6.2% |
| 28.6 | 7 | 6.2% |
| 54.3 | 6 | 5.3% |
| Other values (16) | 36 |
| Value | Count | Frequency (%) |
| 5.7 | 1 | 0.9% |
| 11.4 | 1 | 0.9% |
| 14.3 | 1 | 0.9% |
| 17.1 | 2 | 1.8% |
| 20 | 1 | 0.9% |
| 22.9 | 7 | |
| 25.7 | 5 | |
| 28.6 | 7 | |
| 31.4 | 5 | |
| 34.3 | 7 |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.9% |
| 77.1 | 1 | 0.9% |
| 74.3 | 1 | 0.9% |
| 71.4 | 1 | 0.9% |
| 68.6 | 3 | |
| 65.7 | 3 | |
| 62.9 | 5 | |
| 60 | 2 | 1.8% |
| 57.1 | 7 | |
| 54.3 | 6 |
ln_num_beds
Real number (ℝ)
HIGH CORRELATION
| Distinct | 98 |
|---|---|
| Distinct (%) | 86.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2663684 |
| Minimum | 3.3672958 |
|---|---|
| Maximum | 6.7274317 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 3.3672958 |
|---|---|
| 5-th percentile | 4.2369002 |
| Q1 | 4.6634391 |
| median | 5.2257467 |
| Q3 | 5.7430032 |
| 95-th percentile | 6.442419 |
| Maximum | 6.7274317 |
| Range | 3.3601359 |
| Interquartile range (IQR) | 1.0795641 |
Descriptive statistics
| Standard deviation | 0.73176481 |
|---|---|
| Coefficient of variation (CV) | 0.13895055 |
| Kurtosis | -0.64883813 |
| Mean | 5.2663684 |
| Median Absolute Deviation (MAD) | 0.54361545 |
| Skewness | 0.11396846 |
| Sum | 595.09963 |
| Variance | 0.53547973 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.697093487 | 3 | 2.7% |
| 5.272999559 | 3 | 2.7% |
| 4.584967479 | 2 | 1.8% |
| 5.117993812 | 2 | 1.8% |
| 5.762051383 | 2 | 1.8% |
| 4.521788577 | 2 | 1.8% |
| 4.553876892 | 2 | 1.8% |
| 4.86753445 | 2 | 1.8% |
| 4.744932128 | 2 | 1.8% |
| 4.276666119 | 2 | 1.8% |
| Other values (88) | 91 |
| Value | Count | Frequency (%) |
| 3.36729583 | 1 | |
| 3.951243719 | 1 | |
| 4.025351691 | 1 | |
| 4.094344562 | 1 | |
| 4.158883083 | 1 | |
| 4.219507705 | 1 | |
| 4.248495242 | 1 | |
| 4.276666119 | 2 | |
| 4.290459441 | 1 | |
| 4.33073334 | 2 |
| Value | Count | Frequency (%) |
| 6.727431725 | 1 | |
| 6.725033642 | 1 | |
| 6.722629795 | 1 | |
| 6.643789733 | 1 | |
| 6.622736324 | 1 | |
| 6.461468176 | 1 | |
| 6.429719478 | 1 | |
| 6.396929655 | 1 | |
| 6.388561406 | 1 | |
| 6.385194399 | 1 |
ln_avg_census
Real number (ℝ)
HIGH CORRELATION
| Distinct | 96 |
|---|---|
| Distinct (%) | 85.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9442343 |
| Minimum | 2.9957323 |
|---|---|
| Maximum | 6.673298 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 2.9957323 |
|---|---|
| 5-th percentile | 3.6888795 |
| Q1 | 4.2195077 |
| median | 4.9628446 |
| Q3 | 5.5294291 |
| 95-th percentile | 6.2101286 |
| Maximum | 6.673298 |
| Range | 3.6775657 |
| Interquartile range (IQR) | 1.3099214 |
Descriptive statistics
| Standard deviation | 0.80927801 |
|---|---|
| Coefficient of variation (CV) | 0.16368116 |
| Kurtosis | -0.86390103 |
| Mean | 4.9442343 |
| Median Absolute Deviation (MAD) | 0.63557733 |
| Skewness | -0.0053030407 |
| Sum | 558.69848 |
| Variance | 0.6549309 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.727387819 | 3 | 2.7% |
| 4.077537444 | 3 | 2.7% |
| 5.332718793 | 2 | 1.8% |
| 3.610917913 | 2 | 1.8% |
| 3.931825633 | 2 | 1.8% |
| 4.17438727 | 2 | 1.8% |
| 4.49980967 | 2 | 1.8% |
| 4.234106505 | 2 | 1.8% |
| 5.379897354 | 2 | 1.8% |
| 4.844187086 | 2 | 1.8% |
| Other values (86) | 91 |
| Value | Count | Frequency (%) |
| 2.995732274 | 1 | |
| 3.610917913 | 2 | |
| 3.63758616 | 1 | |
| 3.663561646 | 1 | |
| 3.688879454 | 2 | |
| 3.737669618 | 1 | |
| 3.784189634 | 1 | |
| 3.850147602 | 2 | |
| 3.891820298 | 1 | |
| 3.912023005 | 1 |
| Value | Count | Frequency (%) |
| 6.673297968 | 1 | |
| 6.388561406 | 1 | |
| 6.381816017 | 1 | |
| 6.364750757 | 1 | |
| 6.304448802 | 1 | |
| 6.302618976 | 1 | |
| 6.148468296 | 1 | |
| 6.11368218 | 1 | |
| 6.100318952 | 1 | |
| 6.089044875 | 1 |
ln_num_nurses
Real number (ℝ)
HIGH CORRELATION
| Distinct | 97 |
|---|---|
| Distinct (%) | 85.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8372443 |
| Minimum | 2.6390573 |
|---|---|
| Maximum | 6.4861608 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 2.6390573 |
|---|---|
| 5-th percentile | 3.5553481 |
| Q1 | 4.1896547 |
| median | 4.8828019 |
| Q3 | 5.3844951 |
| 95-th percentile | 6.1204325 |
| Maximum | 6.4861608 |
| Range | 3.8471035 |
| Interquartile range (IQR) | 1.1948403 |
Descriptive statistics
| Standard deviation | 0.83344974 |
|---|---|
| Coefficient of variation (CV) | 0.17229846 |
| Kurtosis | -0.46216052 |
| Mean | 4.8372443 |
| Median Absolute Deviation (MAD) | 0.59366163 |
| Skewness | -0.19817133 |
| Sum | 546.60861 |
| Variance | 0.69463847 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.555348061 | 3 | 2.7% |
| 4.007333185 | 2 | 1.8% |
| 5.814130532 | 2 | 1.8% |
| 5.147494477 | 2 | 1.8% |
| 5.204006687 | 2 | 1.8% |
| 4.025351691 | 2 | 1.8% |
| 3.891820298 | 2 | 1.8% |
| 4.290459441 | 2 | 1.8% |
| 4.718498871 | 2 | 1.8% |
| 4.369447852 | 2 | 1.8% |
| Other values (87) | 92 |
| Value | Count | Frequency (%) |
| 2.63905733 | 1 | 0.9% |
| 2.944438979 | 1 | 0.9% |
| 3.044522438 | 1 | 0.9% |
| 3.091042453 | 1 | 0.9% |
| 3.465735903 | 1 | 0.9% |
| 3.555348061 | 3 | |
| 3.63758616 | 1 | 0.9% |
| 3.737669618 | 1 | 0.9% |
| 3.784189634 | 1 | 0.9% |
| 3.80666249 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 6.486160789 | 1 | |
| 6.444131257 | 1 | |
| 6.269096284 | 1 | |
| 6.251903883 | 1 | |
| 6.208590026 | 1 | |
| 6.150602768 | 1 | |
| 6.100318952 | 1 | |
| 6.077642243 | 1 | |
| 6.040254711 | 1 | |
| 6.008813185 | 1 |
| lenght_of_stay | age | infection_risk | routine_culturing_ratio | routine_xray_ratio | num_beds | avg_census | num_nurses | avelbl_services | ln_num_beds | ln_avg_census | ln_num_nurses | med_school_affil | region | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| lenght_of_stay | 1.000 | 0.113 | 0.549 | 0.346 | 0.320 | 0.503 | 0.530 | 0.471 | 0.390 | 0.503 | 0.530 | 0.471 | 0.315 | 0.268 |
| age | 0.113 | 1.000 | -0.021 | -0.171 | -0.077 | -0.135 | -0.146 | -0.150 | -0.042 | -0.135 | -0.146 | -0.150 | 0.000 | 0.000 |
| infection_risk | 0.549 | -0.021 | 1.000 | 0.560 | 0.375 | 0.443 | 0.447 | 0.488 | 0.390 | 0.443 | 0.447 | 0.488 | 0.029 | 0.000 |
| routine_culturing_ratio | 0.346 | -0.171 | 0.560 | 1.000 | 0.480 | 0.204 | 0.209 | 0.282 | 0.214 | 0.204 | 0.209 | 0.282 | 0.240 | 0.194 |
| routine_xray_ratio | 0.320 | -0.077 | 0.375 | 0.480 | 1.000 | 0.071 | 0.068 | 0.109 | 0.065 | 0.071 | 0.068 | 0.109 | 0.236 | 0.067 |
| num_beds | 0.503 | -0.135 | 0.443 | 0.204 | 0.071 | 1.000 | 0.981 | 0.935 | 0.854 | 1.000 | 0.981 | 0.935 | 0.542 | 0.134 |
| avg_census | 0.530 | -0.146 | 0.447 | 0.209 | 0.068 | 0.981 | 1.000 | 0.931 | 0.837 | 0.981 | 1.000 | 0.931 | 0.577 | 0.178 |
| num_nurses | 0.471 | -0.150 | 0.488 | 0.282 | 0.109 | 0.935 | 0.931 | 1.000 | 0.856 | 0.935 | 0.931 | 1.000 | 0.670 | 0.131 |
| avelbl_services | 0.390 | -0.042 | 0.390 | 0.214 | 0.065 | 0.854 | 0.837 | 0.856 | 1.000 | 0.854 | 0.837 | 0.856 | 0.525 | 0.113 |
| ln_num_beds | 0.503 | -0.135 | 0.443 | 0.204 | 0.071 | 1.000 | 0.981 | 0.935 | 0.854 | 1.000 | 0.981 | 0.935 | 0.496 | 0.000 |
| ln_avg_census | 0.530 | -0.146 | 0.447 | 0.209 | 0.068 | 0.981 | 1.000 | 0.931 | 0.837 | 0.981 | 1.000 | 0.931 | 0.556 | 0.155 |
| ln_num_nurses | 0.471 | -0.150 | 0.488 | 0.282 | 0.109 | 0.935 | 0.931 | 1.000 | 0.856 | 0.935 | 0.931 | 1.000 | 0.550 | 0.149 |
| med_school_affil | 0.315 | 0.000 | 0.029 | 0.240 | 0.236 | 0.542 | 0.577 | 0.670 | 0.525 | 0.496 | 0.556 | 0.550 | 1.000 | 0.000 |
| region | 0.268 | 0.000 | 0.000 | 0.194 | 0.067 | 0.134 | 0.178 | 0.131 | 0.113 | 0.000 | 0.155 | 0.149 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| lenght_of_stay | age | infection_risk | routine_culturing_ratio | routine_xray_ratio | num_beds | med_school_affil | region | avg_census | num_nurses | avelbl_services | ln_num_beds | ln_avg_census | ln_num_nurses | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 7.13 | 55.7 | 4.1 | 9.0 | 39.6 | 279 | 2 | 4 | 207 | 241 | 60.0 | 5.631212 | 5.332719 | 5.484797 |
| 2 | 8.82 | 58.2 | 1.6 | 3.8 | 51.7 | 80 | 2 | 2 | 51 | 52 | 40.0 | 4.382027 | 3.931826 | 3.951244 |
| 3 | 8.34 | 56.9 | 2.7 | 8.1 | 74.0 | 107 | 2 | 3 | 82 | 54 | 20.0 | 4.672829 | 4.406719 | 3.988984 |
| 4 | 8.95 | 53.7 | 5.6 | 18.9 | 122.8 | 147 | 2 | 4 | 53 | 148 | 40.0 | 4.990433 | 3.970292 | 4.997212 |
| 5 | 11.20 | 56.5 | 5.7 | 34.5 | 88.9 | 180 | 2 | 1 | 134 | 151 | 40.0 | 5.192957 | 4.897840 | 5.017280 |
| 6 | 9.76 | 50.9 | 5.1 | 21.9 | 97.0 | 150 | 2 | 2 | 147 | 106 | 40.0 | 5.010635 | 4.990433 | 4.663439 |
| 7 | 9.68 | 57.8 | 4.6 | 16.7 | 79.0 | 186 | 2 | 3 | 151 | 129 | 40.0 | 5.225747 | 5.017280 | 4.859812 |
| 8 | 11.18 | 45.7 | 5.4 | 60.5 | 85.8 | 640 | 1 | 2 | 399 | 360 | 60.0 | 6.461468 | 5.988961 | 5.886104 |
| 9 | 8.67 | 48.2 | 4.3 | 24.4 | 90.8 | 182 | 2 | 3 | 130 | 118 | 40.0 | 5.204007 | 4.867534 | 4.770685 |
| 10 | 8.84 | 56.3 | 6.3 | 29.6 | 82.6 | 85 | 2 | 1 | 59 | 66 | 40.0 | 4.442651 | 4.077537 | 4.189655 |
| lenght_of_stay | age | infection_risk | routine_culturing_ratio | routine_xray_ratio | num_beds | med_school_affil | region | avg_census | num_nurses | avelbl_services | ln_num_beds | ln_avg_census | ln_num_nurses | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 104 | 13.95 | 65.9 | 6.6 | 15.6 | 133.5 | 356 | 2 | 1 | 308 | 182 | 62.9 | 5.874931 | 5.730100 | 5.204007 |
| 105 | 9.44 | 52.5 | 4.5 | 10.9 | 58.5 | 297 | 2 | 3 | 230 | 263 | 42.9 | 5.693732 | 5.438079 | 5.572154 |
| 106 | 10.80 | 63.9 | 2.9 | 1.6 | 57.4 | 130 | 2 | 3 | 69 | 62 | 22.9 | 4.867534 | 4.234107 | 4.127134 |
| 107 | 7.14 | 51.7 | 1.4 | 4.1 | 45.7 | 115 | 2 | 3 | 90 | 19 | 22.9 | 4.744932 | 4.499810 | 2.944439 |
| 108 | 8.02 | 55.0 | 2.1 | 3.8 | 46.5 | 91 | 2 | 2 | 44 | 32 | 22.9 | 4.510860 | 3.784190 | 3.465736 |
| 109 | 11.80 | 53.8 | 5.7 | 9.1 | 116.9 | 571 | 1 | 2 | 441 | 469 | 62.9 | 6.347389 | 6.089045 | 6.150603 |
| 110 | 9.50 | 49.3 | 5.8 | 42.0 | 70.9 | 98 | 2 | 3 | 68 | 46 | 22.9 | 4.584967 | 4.219508 | 3.828641 |
| 111 | 7.70 | 56.9 | 4.4 | 12.2 | 67.9 | 129 | 2 | 4 | 85 | 136 | 62.9 | 4.859812 | 4.442651 | 4.912655 |
| 112 | 17.94 | 56.2 | 5.9 | 26.4 | 91.8 | 835 | 1 | 1 | 791 | 407 | 62.9 | 6.727432 | 6.673298 | 6.008813 |
| 113 | 9.41 | 59.5 | 3.1 | 20.6 | 91.7 | 29 | 2 | 3 | 20 | 22 | 22.9 | 3.367296 | 2.995732 | 3.091042 |